Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 91 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 3 |
| Duplicate rows (%) | 3.3% |
| Total size in memory | 11.5 KiB |
| Average record size in memory | 129.4 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
| Dataset has 3 (3.3%) duplicate rows | Duplicates |
METABOLITE 0 is highly overall correlated with METABOLITE 1 and 13 other fields | High correlation |
METABOLITE 1 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 10 is highly overall correlated with METABOLITE 0 and 11 other fields | High correlation |
METABOLITE 11 is highly overall correlated with METABOLITE 0 and 7 other fields | High correlation |
METABOLITE 12 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 13 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 14 is highly overall correlated with METABOLITE 0 and 9 other fields | High correlation |
METABOLITE 2 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 3 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 4 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 5 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 6 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 7 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 8 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 9 is highly overall correlated with METABOLITE 0 and 11 other fields | High correlation |
Reproduction
| Analysis started | 2024-10-12 09:22:02.975337 |
|---|---|
| Analysis finished | 2024-10-12 09:22:32.246669 |
| Duration | 29.27 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
METABOLITE 0
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.89189414 |
| Minimum | -0.25570496 |
|---|---|
| Maximum | 1.9769306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | 4.4% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.25570496 |
|---|---|
| 5-th percentile | 0.051961532 |
| Q1 | 0.46822473 |
| median | 0.93283332 |
| Q3 | 1.3073272 |
| 95-th percentile | 1.6797339 |
| Maximum | 1.9769306 |
| Range | 2.2326356 |
| Interquartile range (IQR) | 0.83910247 |
Descriptive statistics
| Standard deviation | 0.53683986 |
|---|---|
| Coefficient of variation (CV) | 0.60190984 |
| Kurtosis | -0.90000741 |
| Mean | 0.89189414 |
| Median Absolute Deviation (MAD) | 0.41189736 |
| Skewness | -0.095334798 |
| Sum | 81.162367 |
| Variance | 0.28819704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.452869757 | 2 | 2.2% |
| 1.541666923 | 2 | 2.2% |
| 1.344730673 | 2 | 2.2% |
| 0.3226945007 | 1 | 1.1% |
| 1.036556301 | 1 | 1.1% |
| 1.272763963 | 1 | 1.1% |
| 1.092197628 | 1 | 1.1% |
| 1.35791165 | 1 | 1.1% |
| 1.150105106 | 1 | 1.1% |
| 1.277040159 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.2557049628 | 1 | |
| -0.190198383 | 1 | |
| -0.02431565517 | 1 | |
| -0.005725890767 | 1 | |
| 0.0480227937 | 1 | |
| 0.05590027107 | 1 | |
| 0.08698385202 | 1 | |
| 0.1510846284 | 1 | |
| 0.1575881282 | 1 | |
| 0.1579401511 | 1 |
| Value | Count | Frequency (%) |
| 1.976930594 | 1 | |
| 1.90745319 | 1 | |
| 1.893777335 | 1 | |
| 1.756200398 | 1 | |
| 1.687973836 | 1 | |
| 1.671493954 | 1 | |
| 1.648198178 | 1 | |
| 1.56711569 | 1 | |
| 1.55679231 | 1 | |
| 1.541666923 | 2 |
METABOLITE 1
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0458714 |
| Minimum | -0.3417621 |
|---|---|
| Maximum | 2.1977958 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.1% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.3417621 |
|---|---|
| 5-th percentile | 0.12499502 |
| Q1 | 0.5109539 |
| median | 1.0972481 |
| Q3 | 1.5041225 |
| 95-th percentile | 1.9591424 |
| Maximum | 2.1977958 |
| Range | 2.5395579 |
| Interquartile range (IQR) | 0.99316863 |
Descriptive statistics
| Standard deviation | 0.59741817 |
|---|---|
| Coefficient of variation (CV) | 0.57121572 |
| Kurtosis | -0.93558872 |
| Mean | 1.0458714 |
| Median Absolute Deviation (MAD) | 0.49542794 |
| Skewness | -0.068878216 |
| Sum | 95.174295 |
| Variance | 0.35690847 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.152910444 | 2 | 2.2% |
| 1.746425942 | 2 | 2.2% |
| 1.592675993 | 2 | 2.2% |
| 0.5750239752 | 1 | 1.1% |
| 1.421653749 | 1 | 1.1% |
| 1.455111021 | 1 | 1.1% |
| 1.21418804 | 1 | 1.1% |
| 1.400487458 | 1 | 1.1% |
| 1.472484947 | 1 | 1.1% |
| 1.472788266 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.3417621028 | 1 | |
| 0.06940702275 | 1 | |
| 0.07274310856 | 1 | |
| 0.11947325 | 1 | |
| 0.1227568153 | 1 | |
| 0.1272332308 | 1 | |
| 0.1670065525 | 1 | |
| 0.185687094 | 1 | |
| 0.2069927937 | 1 | |
| 0.2174829001 | 1 |
| Value | Count | Frequency (%) |
| 2.197795828 | 1 | |
| 2.117728792 | 1 | |
| 2.106060556 | 1 | |
| 2.044287273 | 1 | |
| 1.965646101 | 1 | |
| 1.952638778 | 1 | |
| 1.94113872 | 1 | |
| 1.898248878 | 1 | |
| 1.870308028 | 1 | |
| 1.746425942 | 2 |
METABOLITE 2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.93037204 |
| Minimum | -0.27933275 |
|---|---|
| Maximum | 2.7634306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 3.3% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.27933275 |
|---|---|
| 5-th percentile | 0.079645141 |
| Q1 | 0.42081759 |
| median | 0.8666404 |
| Q3 | 1.4211876 |
| 95-th percentile | 1.9518538 |
| Maximum | 2.7634306 |
| Range | 3.0427634 |
| Interquartile range (IQR) | 1.00037 |
Descriptive statistics
| Standard deviation | 0.62981087 |
|---|---|
| Coefficient of variation (CV) | 0.67694519 |
| Kurtosis | -0.029928054 |
| Mean | 0.93037204 |
| Median Absolute Deviation (MAD) | 0.45958014 |
| Skewness | 0.54867661 |
| Sum | 84.663856 |
| Variance | 0.39666174 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6477345452 | 2 | 2.2% |
| 0.9882383506 | 2 | 2.2% |
| 0.8215676584 | 2 | 2.2% |
| 0.7426445034 | 1 | 1.1% |
| 2.184147999 | 1 | 1.1% |
| 1.594229891 | 1 | 1.1% |
| 1.709901387 | 1 | 1.1% |
| 0.8548096577 | 1 | 1.1% |
| 1.578141042 | 1 | 1.1% |
| 1.431638415 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.2793327468 | 1 | |
| -0.05360927967 | 1 | |
| -0.01770493663 | 1 | |
| 0.04451037679 | 1 | |
| 0.07756631884 | 1 | |
| 0.08172396222 | 1 | |
| 0.1035231807 | 1 | |
| 0.1341478979 | 1 | |
| 0.1845043475 | 1 | |
| 0.1939768149 | 1 |
| Value | Count | Frequency (%) |
| 2.763430641 | 1 | |
| 2.661106142 | 1 | |
| 2.184147999 | 1 | |
| 1.988808948 | 1 | |
| 1.96297205 | 1 | |
| 1.940735568 | 1 | |
| 1.919962761 | 1 | |
| 1.837392665 | 1 | |
| 1.77919319 | 1 | |
| 1.772577869 | 1 |
METABOLITE 3
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.87302585 |
| Minimum | -0.27237786 |
|---|---|
| Maximum | 2.5082544 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 4 |
| Negative (%) | 4.4% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.27237786 |
|---|---|
| 5-th percentile | 0.044595622 |
| Q1 | 0.38704743 |
| median | 0.80593674 |
| Q3 | 1.2546626 |
| 95-th percentile | 1.8352624 |
| Maximum | 2.5082544 |
| Range | 2.7806322 |
| Interquartile range (IQR) | 0.86761513 |
Descriptive statistics
| Standard deviation | 0.60435833 |
|---|---|
| Coefficient of variation (CV) | 0.69225708 |
| Kurtosis | -0.31508897 |
| Mean | 0.87302585 |
| Median Absolute Deviation (MAD) | 0.42883352 |
| Skewness | 0.45192077 |
| Sum | 79.445353 |
| Variance | 0.36524899 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6224941696 | 2 | 2.2% |
| 1.043107675 | 2 | 2.2% |
| 0.7781044217 | 2 | 2.2% |
| 0.6359577627 | 1 | 1.1% |
| 2.016850715 | 1 | 1.1% |
| 1.619218877 | 1 | 1.1% |
| 1.678872138 | 1 | 1.1% |
| 0.7909329594 | 1 | 1.1% |
| 1.663690683 | 1 | 1.1% |
| 1.293280695 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.2723778626 | 1 | |
| -0.08165375353 | 1 | |
| -0.0352370608 | 1 | |
| -0.01526739441 | 1 | |
| 0.03469926614 | 1 | |
| 0.05449197735 | 1 | |
| 0.05547580225 | 1 | |
| 0.07731338913 | 1 | |
| 0.0890224653 | 1 | |
| 0.1649084444 | 1 |
| Value | Count | Frequency (%) |
| 2.508254359 | 1 | |
| 2.474771602 | 1 | |
| 2.016850715 | 1 | |
| 1.911133183 | 1 | |
| 1.877674337 | 1 | |
| 1.79285046 | 1 | |
| 1.751904014 | 1 | |
| 1.742149065 | 1 | |
| 1.715012693 | 1 | |
| 1.678872138 | 1 |
METABOLITE 4
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.63170834 |
| Minimum | -0.19071126 |
|---|---|
| Maximum | 1.7224313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 6 |
| Negative (%) | 6.6% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.19071126 |
|---|---|
| 5-th percentile | -0.02168372 |
| Q1 | 0.23590982 |
| median | 0.61185886 |
| Q3 | 0.9682365 |
| 95-th percentile | 1.3807057 |
| Maximum | 1.7224313 |
| Range | 1.9131425 |
| Interquartile range (IQR) | 0.73232668 |
Descriptive statistics
| Standard deviation | 0.45312704 |
|---|---|
| Coefficient of variation (CV) | 0.71730418 |
| Kurtosis | -0.72848456 |
| Mean | 0.63170834 |
| Median Absolute Deviation (MAD) | 0.37386064 |
| Skewness | 0.21071459 |
| Sum | 57.485459 |
| Variance | 0.20532411 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6480195654 | 2 | 2.2% |
| 1.38070569 | 2 | 2.2% |
| 0.9165013242 | 2 | 2.2% |
| 0.5448036739 | 1 | 1.1% |
| 1.18631994 | 1 | 1.1% |
| 1.026045242 | 1 | 1.1% |
| 0.9170929078 | 1 | 1.1% |
| 0.4635566605 | 1 | 1.1% |
| 1.263096719 | 1 | 1.1% |
| 0.7530365204 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.1907112596 | 1 | |
| -0.1551917685 | 1 | |
| -0.1239651933 | 1 | |
| -0.100157222 | 1 | |
| -0.02968606408 | 1 | |
| -0.01368137579 | 1 | |
| 0.01443570706 | 1 | |
| 0.02394382645 | 1 | |
| 0.04222562737 | 1 | |
| 0.05211005847 | 1 |
| Value | Count | Frequency (%) |
| 1.722431251 | 1 | |
| 1.645549807 | 1 | |
| 1.526578485 | 1 | |
| 1.40913383 | 1 | |
| 1.38070569 | 2 | |
| 1.273750065 | 1 | |
| 1.265164501 | 1 | |
| 1.263096719 | 1 | |
| 1.208360529 | 1 | |
| 1.18631994 | 1 |
METABOLITE 5
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0955732 |
| Minimum | -0.17163036 |
|---|---|
| Maximum | 2.3576512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.1% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.17163036 |
|---|---|
| 5-th percentile | 0.24259618 |
| Q1 | 0.5158274 |
| median | 1.1124538 |
| Q3 | 1.5698445 |
| 95-th percentile | 2.0997364 |
| Maximum | 2.3576512 |
| Range | 2.5292816 |
| Interquartile range (IQR) | 1.0540171 |
Descriptive statistics
| Standard deviation | 0.61548477 |
|---|---|
| Coefficient of variation (CV) | 0.56179247 |
| Kurtosis | -0.89088161 |
| Mean | 1.0955732 |
| Median Absolute Deviation (MAD) | 0.51162356 |
| Skewness | 0.11397494 |
| Sum | 99.69716 |
| Variance | 0.3788215 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8267870995 | 2 | 2.2% |
| 2.027793246 | 2 | 2.2% |
| 1.701832695 | 2 | 2.2% |
| 0.7853359478 | 1 | 1.1% |
| 2.144022415 | 1 | 1.1% |
| 2.105736133 | 1 | 1.1% |
| 1.675606518 | 1 | 1.1% |
| 0.8227335459 | 1 | 1.1% |
| 1.429757043 | 1 | 1.1% |
| 1.564167264 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.1716303562 | 1 | |
| 0.04046792055 | 1 | |
| 0.06946784832 | 1 | |
| 0.1190003537 | 1 | |
| 0.2226970987 | 1 | |
| 0.2624952529 | 1 | |
| 0.2737582517 | 1 | |
| 0.2876179526 | 1 | |
| 0.3358239 | 1 | |
| 0.3371107751 | 1 |
| Value | Count | Frequency (%) |
| 2.357651229 | 1 | |
| 2.315483778 | 1 | |
| 2.205616919 | 1 | |
| 2.144022415 | 1 | |
| 2.105736133 | 1 | |
| 2.093736622 | 1 | |
| 2.054894281 | 1 | |
| 2.027793246 | 2 | |
| 2.019297203 | 1 | |
| 1.943677038 | 1 |
METABOLITE 6
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.181257 |
| Minimum | -0.22123189 |
|---|---|
| Maximum | 2.4434098 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 2.2% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.22123189 |
|---|---|
| 5-th percentile | 0.27235995 |
| Q1 | 0.57986746 |
| median | 1.1978242 |
| Q3 | 1.6746094 |
| 95-th percentile | 2.2961536 |
| Maximum | 2.4434098 |
| Range | 2.6646417 |
| Interquartile range (IQR) | 1.094742 |
Descriptive statistics
| Standard deviation | 0.647798 |
|---|---|
| Coefficient of variation (CV) | 0.54839719 |
| Kurtosis | -0.84026767 |
| Mean | 1.181257 |
| Median Absolute Deviation (MAD) | 0.5552753 |
| Skewness | 0.028481343 |
| Sum | 107.49438 |
| Variance | 0.41964225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.797439393 | 2 | 2.2% |
| 1.800547932 | 2 | 2.2% |
| 1.480287679 | 2 | 2.2% |
| 0.8857560083 | 1 | 1.1% |
| 2.352050548 | 1 | 1.1% |
| 2.226297803 | 1 | 1.1% |
| 1.818054131 | 1 | 1.1% |
| 0.9405228149 | 1 | 1.1% |
| 1.508979997 | 1 | 1.1% |
| 1.963852307 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.2212318942 | 1 | |
| -0.03519676363 | 1 | |
| 0.09428807318 | 1 | |
| 0.1850556041 | 1 | |
| 0.2425155277 | 1 | |
| 0.3022043795 | 1 | |
| 0.3284212517 | 1 | |
| 0.3314995588 | 1 | |
| 0.3343489083 | 1 | |
| 0.340892059 | 1 |
| Value | Count | Frequency (%) |
| 2.443409836 | 1 | |
| 2.442424449 | 1 | |
| 2.423556319 | 1 | |
| 2.383756945 | 1 | |
| 2.352050548 | 1 | |
| 2.240256569 | 1 | |
| 2.226297803 | 1 | |
| 2.032128423 | 1 | |
| 2.021815077 | 1 | |
| 1.974420011 | 1 |
METABOLITE 7
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.75869126 |
| Minimum | -0.08133642 |
|---|---|
| Maximum | 1.7802098 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 2.2% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.08133642 |
|---|---|
| 5-th percentile | 0.096696886 |
| Q1 | 0.37529724 |
| median | 0.71564314 |
| Q3 | 1.1414602 |
| 95-th percentile | 1.4916603 |
| Maximum | 1.7802098 |
| Range | 1.8615462 |
| Interquartile range (IQR) | 0.76616299 |
Descriptive statistics
| Standard deviation | 0.45320694 |
|---|---|
| Coefficient of variation (CV) | 0.59735357 |
| Kurtosis | -0.92119429 |
| Mean | 0.75869126 |
| Median Absolute Deviation (MAD) | 0.36215161 |
| Skewness | 0.17876542 |
| Sum | 69.040905 |
| Variance | 0.20539653 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6952694334 | 2 | 2.2% |
| 1.187991715 | 2 | 2.2% |
| 0.738060303 | 2 | 2.2% |
| 0.5779375849 | 1 | 1.1% |
| 0.9836726231 | 1 | 1.1% |
| 1.209056807 | 1 | 1.1% |
| 1.314890293 | 1 | 1.1% |
| 1.089066509 | 1 | 1.1% |
| 1.361281265 | 1 | 1.1% |
| 1.648490792 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.08133642022 | 1 | |
| -0.00524580344 | 1 | |
| 0.003278036331 | 1 | |
| 0.06623800745 | 1 | |
| 0.08982637708 | 1 | |
| 0.1035673955 | 1 | |
| 0.110286803 | 1 | |
| 0.1384182605 | 1 | |
| 0.1728822138 | 1 | |
| 0.1762394808 | 1 |
| Value | Count | Frequency (%) |
| 1.780209809 | 1 | |
| 1.648490792 | 1 | |
| 1.578275517 | 1 | |
| 1.564258985 | 1 | |
| 1.497260586 | 1 | |
| 1.486059917 | 1 | |
| 1.41357495 | 1 | |
| 1.401200877 | 1 | |
| 1.366384578 | 1 | |
| 1.361281265 | 1 |
METABOLITE 8
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62442679 |
| Minimum | -0.22356176 |
|---|---|
| Maximum | 1.2603071 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 2.2% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.22356176 |
|---|---|
| 5-th percentile | 0.14112385 |
| Q1 | 0.38310003 |
| median | 0.67090011 |
| Q3 | 0.85032776 |
| 95-th percentile | 1.1022129 |
| Maximum | 1.2603071 |
| Range | 1.4838689 |
| Interquartile range (IQR) | 0.46722773 |
Descriptive statistics
| Standard deviation | 0.30871945 |
|---|---|
| Coefficient of variation (CV) | 0.49440455 |
| Kurtosis | -0.30862662 |
| Mean | 0.62442679 |
| Median Absolute Deviation (MAD) | 0.22983589 |
| Skewness | -0.16568412 |
| Sum | 56.822838 |
| Variance | 0.095307698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8503277649 | 2 | 2.2% |
| 1.219563792 | 2 | 2.2% |
| 0.8927134309 | 2 | 2.2% |
| 0.123016882 | 1 | 1.1% |
| 1.101566016 | 1 | 1.1% |
| 1.01239482 | 1 | 1.1% |
| 0.4933096395 | 1 | 1.1% |
| 0.8787777754 | 1 | 1.1% |
| 0.9527431064 | 1 | 1.1% |
| 0.7031613273 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.223561757 | 1 | |
| -0.08771576615 | 1 | |
| 0.07931222689 | 1 | |
| 0.123016882 | 1 | |
| 0.1274176614 | 1 | |
| 0.1548300331 | 1 | |
| 0.1665241093 | 1 | |
| 0.2386631908 | 1 | |
| 0.2409323215 | 1 | |
| 0.2602056146 | 1 |
| Value | Count | Frequency (%) |
| 1.260307123 | 1 | |
| 1.221233127 | 1 | |
| 1.219563792 | 2 | |
| 1.102859764 | 1 | |
| 1.101566016 | 1 | |
| 1.100666264 | 1 | |
| 1.01239482 | 1 | |
| 1.010333535 | 1 | |
| 0.9799745212 | 1 | |
| 0.9747052835 | 1 |
METABOLITE 9
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2566371 |
| Minimum | 0.30962058 |
|---|---|
| Maximum | 3.0913266 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | 0.30962058 |
|---|---|
| 5-th percentile | 0.56242428 |
| Q1 | 0.96973057 |
| median | 1.2138643 |
| Q3 | 1.5252404 |
| 95-th percentile | 1.9812751 |
| Maximum | 3.0913266 |
| Range | 2.781706 |
| Interquartile range (IQR) | 0.55550981 |
Descriptive statistics
| Standard deviation | 0.49578649 |
|---|---|
| Coefficient of variation (CV) | 0.39453434 |
| Kurtosis | 1.6195069 |
| Mean | 1.2566371 |
| Median Absolute Deviation (MAD) | 0.28734199 |
| Skewness | 0.81253089 |
| Sum | 114.35398 |
| Variance | 0.24580425 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9104880547 | 2 | 2.2% |
| 1.148468385 | 2 | 2.2% |
| 1.956374199 | 2 | 2.2% |
| 0.7016894266 | 1 | 1.1% |
| 1.544974804 | 1 | 1.1% |
| 1.546567092 | 1 | 1.1% |
| 1.875282028 | 1 | 1.1% |
| 1.327297554 | 1 | 1.1% |
| 1.263655042 | 1 | 1.1% |
| 1.481736821 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0.3096205849 | 1 | |
| 0.3274178215 | 1 | |
| 0.4818671831 | 1 | |
| 0.5021733563 | 1 | |
| 0.5318009802 | 1 | |
| 0.5930475822 | 1 | |
| 0.6011337535 | 1 | |
| 0.6102619113 | 1 | |
| 0.6245954498 | 1 | |
| 0.652068492 | 1 |
| Value | Count | Frequency (%) |
| 3.091326603 | 1 | |
| 2.699550711 | 1 | |
| 2.424649291 | 1 | |
| 2.140717741 | 1 | |
| 2.006175958 | 1 | |
| 1.956374199 | 2 | |
| 1.894714541 | 1 | |
| 1.875282028 | 1 | |
| 1.856488721 | 1 | |
| 1.833443774 | 1 |
METABOLITE 10
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2092098 |
| Minimum | 0.2670208 |
|---|---|
| Maximum | 3.0240879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | 0.2670208 |
|---|---|
| 5-th percentile | 0.57522303 |
| Q1 | 0.90504952 |
| median | 1.1459547 |
| Q3 | 1.4581146 |
| 95-th percentile | 1.957899 |
| Maximum | 3.0240879 |
| Range | 2.7570671 |
| Interquartile range (IQR) | 0.55306505 |
Descriptive statistics
| Standard deviation | 0.49193693 |
|---|---|
| Coefficient of variation (CV) | 0.40682512 |
| Kurtosis | 1.7297056 |
| Mean | 1.2092098 |
| Median Absolute Deviation (MAD) | 0.28604003 |
| Skewness | 0.94971874 |
| Sum | 110.03809 |
| Variance | 0.24200194 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9148409446 | 2 | 2.2% |
| 1.023534561 | 2 | 2.2% |
| 1.821805169 | 2 | 2.2% |
| 0.7312540017 | 1 | 1.1% |
| 1.464580213 | 1 | 1.1% |
| 1.527132942 | 1 | 1.1% |
| 1.888541311 | 1 | 1.1% |
| 1.356921158 | 1 | 1.1% |
| 1.097508344 | 1 | 1.1% |
| 1.349304416 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0.2670207981 | 1 | |
| 0.3767050069 | 1 | |
| 0.4960677236 | 1 | |
| 0.5115854226 | 1 | |
| 0.5423732756 | 1 | |
| 0.6080727942 | 1 | |
| 0.6081129174 | 1 | |
| 0.6122490334 | 1 | |
| 0.6149037802 | 1 | |
| 0.6272109477 | 1 |
| Value | Count | Frequency (%) |
| 3.0240879 | 1 | |
| 2.731945283 | 1 | |
| 2.374954875 | 1 | |
| 2.068447447 | 1 | |
| 2.027256693 | 1 | |
| 1.888541311 | 1 | |
| 1.859882498 | 1 | |
| 1.849704851 | 1 | |
| 1.821805169 | 2 | |
| 1.802871521 | 1 |
METABOLITE 11
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.93243544 |
| Minimum | -0.088224226 |
|---|---|
| Maximum | 2.329079 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 2.2% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | -0.088224226 |
|---|---|
| 5-th percentile | 0.21729157 |
| Q1 | 0.61485012 |
| median | 0.86027155 |
| Q3 | 1.241693 |
| 95-th percentile | 1.8022816 |
| Maximum | 2.329079 |
| Range | 2.4173032 |
| Interquartile range (IQR) | 0.62684288 |
Descriptive statistics
| Standard deviation | 0.47372771 |
|---|---|
| Coefficient of variation (CV) | 0.50805416 |
| Kurtosis | 0.032131979 |
| Mean | 0.93243544 |
| Median Absolute Deviation (MAD) | 0.31361492 |
| Skewness | 0.3952031 |
| Sum | 84.851625 |
| Variance | 0.22441794 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.8050952 | 2 | 2.2% |
| 0.8106419898 | 2 | 2.2% |
| 1.009181813 | 2 | 2.2% |
| 0.8469795714 | 1 | 1.1% |
| 0.6574840594 | 1 | 1.1% |
| 0.8409545812 | 1 | 1.1% |
| 0.795654133 | 1 | 1.1% |
| 1.906921238 | 1 | 1.1% |
| -0.07297774744 | 1 | 1.1% |
| 0.1447927449 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| -0.08822422564 | 1 | |
| -0.07297774744 | 1 | |
| 0.08689345527 | 1 | |
| 0.1447927449 | 1 | |
| 0.2007644546 | 1 | |
| 0.2338186857 | 1 | |
| 0.3583848143 | 1 | |
| 0.3763952801 | 1 | |
| 0.3879272998 | 1 | |
| 0.4234352486 | 1 |
| Value | Count | Frequency (%) |
| 2.329078991 | 1 | |
| 1.906921238 | 1 | |
| 1.853187114 | 1 | |
| 1.8050952 | 2 | |
| 1.799467982 | 1 | |
| 1.671022963 | 1 | |
| 1.642789191 | 1 | |
| 1.631707763 | 1 | |
| 1.614496219 | 1 | |
| 1.566407355 | 1 |
METABOLITE 12
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0383611 |
| Minimum | 0.12922127 |
|---|---|
| Maximum | 4.4270479 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | 0.12922127 |
|---|---|
| 5-th percentile | 0.43253562 |
| Q1 | 0.87374291 |
| median | 1.5903294 |
| Q3 | 3.2198316 |
| 95-th percentile | 4.1107084 |
| Maximum | 4.4270479 |
| Range | 4.2978266 |
| Interquartile range (IQR) | 2.3460887 |
Descriptive statistics
| Standard deviation | 1.2935933 |
|---|---|
| Coefficient of variation (CV) | 0.63462422 |
| Kurtosis | -1.305437 |
| Mean | 2.0383611 |
| Median Absolute Deviation (MAD) | 0.92212157 |
| Skewness | 0.34553913 |
| Sum | 185.49086 |
| Variance | 1.6733837 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.156737451 | 2 | 2.2% |
| 0.4652429119 | 2 | 2.2% |
| 1.037174502 | 2 | 2.2% |
| 3.551957424 | 1 | 1.1% |
| 0.5911517922 | 1 | 1.1% |
| 0.6782741967 | 1 | 1.1% |
| 0.6775884015 | 1 | 1.1% |
| 1.828020018 | 1 | 1.1% |
| 0.219430742 | 1 | 1.1% |
| 1.389473894 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0.1292212727 | 1 | |
| 0.219430742 | 1 | |
| 0.3818458779 | 1 | |
| 0.4038764435 | 1 | |
| 0.4146417386 | 1 | |
| 0.4504294949 | 1 | |
| 0.4652429119 | 2 | |
| 0.5058673259 | 1 | |
| 0.530065227 | 1 | |
| 0.5911517922 | 1 |
| Value | Count | Frequency (%) |
| 4.427047886 | 1 | |
| 4.274653536 | 1 | |
| 4.267944173 | 1 | |
| 4.234261263 | 1 | |
| 4.117673595 | 1 | |
| 4.103743168 | 1 | |
| 4.080044389 | 1 | |
| 4.070067052 | 1 | |
| 3.971197161 | 1 | |
| 3.955108502 | 1 |
METABOLITE 13
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0600471 |
| Minimum | 0.013354043 |
|---|---|
| Maximum | 4.3240015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | 0.013354043 |
|---|---|
| 5-th percentile | 0.37510673 |
| Q1 | 0.84921733 |
| median | 1.6527917 |
| Q3 | 3.2821205 |
| 95-th percentile | 4.242204 |
| Maximum | 4.3240015 |
| Range | 4.3106475 |
| Interquartile range (IQR) | 2.4329032 |
Descriptive statistics
| Standard deviation | 1.3357199 |
|---|---|
| Coefficient of variation (CV) | 0.6483929 |
| Kurtosis | -1.3470159 |
| Mean | 2.0600471 |
| Median Absolute Deviation (MAD) | 1.0252814 |
| Skewness | 0.29510107 |
| Sum | 187.46428 |
| Variance | 1.7841476 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.152552766 | 2 | 2.2% |
| 0.4508390168 | 2 | 2.2% |
| 1.037139851 | 2 | 2.2% |
| 3.74283179 | 1 | 1.1% |
| 0.5205206693 | 1 | 1.1% |
| 0.6042554415 | 1 | 1.1% |
| 0.5786842961 | 1 | 1.1% |
| 1.652791709 | 1 | 1.1% |
| 0.01335404341 | 1 | 1.1% |
| 1.489618477 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0.01335404341 | 1 | |
| 0.08275708359 | 1 | |
| 0.3128119535 | 1 | |
| 0.3597897595 | 1 | |
| 0.3750904271 | 1 | |
| 0.375123032 | 1 | |
| 0.4508390168 | 2 | |
| 0.5013518912 | 1 | |
| 0.5205206693 | 1 | |
| 0.5407227075 | 1 |
| Value | Count | Frequency (%) |
| 4.324001509 | 1 | |
| 4.294464028 | 1 | |
| 4.281932066 | 1 | |
| 4.279279202 | 1 | |
| 4.273676468 | 1 | |
| 4.210731438 | 1 | |
| 4.06781263 | 1 | |
| 4.02548252 | 1 | |
| 4.023024185 | 1 | |
| 3.998375222 | 1 |
METABOLITE 14
Real number (ℝ)
HIGH CORRELATION
| Distinct | 88 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0271468 |
| Minimum | 0.11781349 |
|---|---|
| Maximum | 2.2196735 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 856.0 B |
Quantile statistics
| Minimum | 0.11781349 |
|---|---|
| 5-th percentile | 0.35834258 |
| Q1 | 0.66029079 |
| median | 1.0569291 |
| Q3 | 1.3197637 |
| 95-th percentile | 1.6576771 |
| Maximum | 2.2196735 |
| Range | 2.10186 |
| Interquartile range (IQR) | 0.65947286 |
Descriptive statistics
| Standard deviation | 0.42331597 |
|---|---|
| Coefficient of variation (CV) | 0.41212801 |
| Kurtosis | -0.27566672 |
| Mean | 1.0271468 |
| Median Absolute Deviation (MAD) | 0.31288146 |
| Skewness | 0.1582976 |
| Sum | 93.470359 |
| Variance | 0.17919641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.081570539 | 2 | 2.2% |
| 0.4081562018 | 2 | 2.2% |
| 0.9303073769 | 2 | 2.2% |
| 1.719948651 | 1 | 1.1% |
| 0.5446058994 | 1 | 1.1% |
| 0.7506146626 | 1 | 1.1% |
| 0.7318527482 | 1 | 1.1% |
| 0.5398880325 | 1 | 1.1% |
| 0.3068583771 | 1 | 1.1% |
| 0.9795895484 | 1 | 1.1% |
| Other values (78) | 78 |
| Value | Count | Frequency (%) |
| 0.1178134885 | 1 | |
| 0.2250277419 | 1 | |
| 0.3033446822 | 1 | |
| 0.3068583771 | 1 | |
| 0.3085289525 | 1 | |
| 0.4081562018 | 2 | |
| 0.424662783 | 1 | |
| 0.4950829724 | 1 | |
| 0.4989354312 | 1 | |
| 0.5398880325 | 1 |
| Value | Count | Frequency (%) |
| 2.219673494 | 1 | |
| 1.939931371 | 1 | |
| 1.931235895 | 1 | |
| 1.719948651 | 1 | |
| 1.66721243 | 1 | |
| 1.648141719 | 1 | |
| 1.609521448 | 1 | |
| 1.58428774 | 1 | |
| 1.562883935 | 1 | |
| 1.562509755 | 1 |
TYPE
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 856.0 B |
| MENINGIOMA | |
|---|---|
| ASTROCYTOMA | |
| GLIOBLASTOMA |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 10.604396 |
| Min length | 10 |
Characters and Unicode
| Total characters | 965 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MENINGIOMA |
|---|---|
| 2nd row | MENINGIOMA |
| 3rd row | MENINGIOMA |
| 4th row | MENINGIOMA |
| 5th row | MENINGIOMA |
Common Values
| Value | Count | Frequency (%) |
| MENINGIOMA | 52 | |
| ASTROCYTOMA | 23 | |
| GLIOBLASTOMA | 16 | 17.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| meningioma | 52 | |
| astrocytoma | 23 | |
| glioblastoma | 16 | 17.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 143 | |
| O | 130 | |
| A | 130 | |
| I | 120 | |
| N | 104 | |
| G | 68 | |
| T | 62 | |
| E | 52 | 5.4% |
| S | 39 | 4.0% |
| L | 32 | 3.3% |
| Other values (4) | 85 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 965 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 143 | |
| O | 130 | |
| A | 130 | |
| I | 120 | |
| N | 104 | |
| G | 68 | |
| T | 62 | |
| E | 52 | 5.4% |
| S | 39 | 4.0% |
| L | 32 | 3.3% |
| Other values (4) | 85 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 965 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 143 | |
| O | 130 | |
| A | 130 | |
| I | 120 | |
| N | 104 | |
| G | 68 | |
| T | 62 | |
| E | 52 | 5.4% |
| S | 39 | 4.0% |
| L | 32 | 3.3% |
| Other values (4) | 85 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 965 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 143 | |
| O | 130 | |
| A | 130 | |
| I | 120 | |
| N | 104 | |
| G | 68 | |
| T | 62 | |
| E | 52 | 5.4% |
| S | 39 | 4.0% |
| L | 32 | 3.3% |
| Other values (4) | 85 |
| METABOLITE 0 | METABOLITE 1 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | TYPE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| METABOLITE 0 | 1.000 | 0.807 | 0.556 | -0.511 | -0.763 | -0.763 | -0.547 | 0.740 | 0.724 | 0.718 | 0.719 | 0.702 | 0.707 | 0.633 | 0.537 | 0.383 |
| METABOLITE 1 | 0.807 | 1.000 | 0.584 | -0.482 | -0.750 | -0.754 | -0.548 | 0.802 | 0.798 | 0.834 | 0.792 | 0.765 | 0.672 | 0.694 | 0.554 | 0.392 |
| METABOLITE 10 | 0.556 | 0.584 | 1.000 | -0.421 | -0.631 | -0.627 | -0.389 | 0.680 | 0.678 | 0.545 | 0.650 | 0.677 | 0.657 | 0.611 | 0.979 | 0.225 |
| METABOLITE 11 | -0.511 | -0.482 | -0.421 | 1.000 | 0.689 | 0.659 | 0.335 | -0.601 | -0.602 | -0.429 | -0.539 | -0.585 | -0.521 | -0.199 | -0.410 | 0.374 |
| METABOLITE 12 | -0.763 | -0.750 | -0.631 | 0.689 | 1.000 | 0.996 | 0.679 | -0.828 | -0.823 | -0.754 | -0.793 | -0.787 | -0.759 | -0.597 | -0.611 | 0.402 |
| METABOLITE 13 | -0.763 | -0.754 | -0.627 | 0.659 | 0.996 | 1.000 | 0.704 | -0.830 | -0.827 | -0.761 | -0.796 | -0.788 | -0.765 | -0.617 | -0.607 | 0.436 |
| METABOLITE 14 | -0.547 | -0.548 | -0.389 | 0.335 | 0.679 | 0.704 | 1.000 | -0.577 | -0.582 | -0.649 | -0.546 | -0.486 | -0.530 | -0.536 | -0.342 | 0.453 |
| METABOLITE 2 | 0.740 | 0.802 | 0.680 | -0.601 | -0.828 | -0.830 | -0.577 | 1.000 | 0.991 | 0.840 | 0.826 | 0.859 | 0.872 | 0.614 | 0.656 | 0.414 |
| METABOLITE 3 | 0.724 | 0.798 | 0.678 | -0.602 | -0.823 | -0.827 | -0.582 | 0.991 | 1.000 | 0.844 | 0.828 | 0.859 | 0.869 | 0.629 | 0.656 | 0.402 |
| METABOLITE 4 | 0.718 | 0.834 | 0.545 | -0.429 | -0.754 | -0.761 | -0.649 | 0.840 | 0.844 | 1.000 | 0.799 | 0.748 | 0.736 | 0.753 | 0.520 | 0.442 |
| METABOLITE 5 | 0.719 | 0.792 | 0.650 | -0.539 | -0.793 | -0.796 | -0.546 | 0.826 | 0.828 | 0.799 | 1.000 | 0.971 | 0.782 | 0.734 | 0.645 | 0.403 |
| METABOLITE 6 | 0.702 | 0.765 | 0.677 | -0.585 | -0.787 | -0.788 | -0.486 | 0.859 | 0.859 | 0.748 | 0.971 | 1.000 | 0.805 | 0.675 | 0.667 | 0.384 |
| METABOLITE 7 | 0.707 | 0.672 | 0.657 | -0.521 | -0.759 | -0.765 | -0.530 | 0.872 | 0.869 | 0.736 | 0.782 | 0.805 | 1.000 | 0.666 | 0.645 | 0.374 |
| METABOLITE 8 | 0.633 | 0.694 | 0.611 | -0.199 | -0.597 | -0.617 | -0.536 | 0.614 | 0.629 | 0.753 | 0.734 | 0.675 | 0.666 | 1.000 | 0.603 | 0.419 |
| METABOLITE 9 | 0.537 | 0.554 | 0.979 | -0.410 | -0.611 | -0.607 | -0.342 | 0.656 | 0.656 | 0.520 | 0.645 | 0.667 | 0.645 | 0.603 | 1.000 | 0.275 |
| TYPE | 0.383 | 0.392 | 0.225 | 0.374 | 0.402 | 0.436 | 0.453 | 0.414 | 0.402 | 0.442 | 0.403 | 0.384 | 0.374 | 0.419 | 0.275 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.322695 | 0.575024 | 0.742645 | 0.635958 | 0.544804 | 0.785336 | 0.885756 | 0.577938 | 0.123017 | 0.701689 | 0.731254 | 0.846980 | 3.551957 | 3.742832 | 1.719949 | MENINGIOMA |
| 1 | 0.457408 | 0.764700 | 0.444451 | 0.451300 | 0.388213 | 0.401597 | 0.382574 | 0.407632 | 0.715072 | 1.216084 | 1.204490 | 2.329079 | 3.179366 | 3.117351 | 1.252479 | MENINGIOMA |
| 2 | 1.452870 | 1.152910 | 0.647735 | 0.622494 | 0.648020 | 0.826787 | 0.797439 | 0.695269 | 0.850328 | 0.910488 | 0.914841 | 1.805095 | 2.156737 | 2.152553 | 1.081571 | MENINGIOMA |
| 3 | 0.157588 | 0.314415 | 0.251613 | 0.186498 | 0.100556 | 0.287618 | 0.334349 | 0.213802 | 0.305852 | 0.754096 | 0.627211 | 1.566407 | 4.274654 | 4.210731 | 1.128131 | MENINGIOMA |
| 4 | 0.368681 | 0.206993 | 0.211521 | 0.034699 | 0.164187 | 0.364590 | 0.340892 | 0.110287 | 0.260206 | 0.531801 | 0.496068 | 0.654805 | 4.070067 | 4.324002 | 1.350580 | MENINGIOMA |
| 5 | 0.534906 | 0.496231 | 0.420835 | 0.357735 | -0.155192 | 0.337111 | 0.581846 | 0.287670 | -0.223562 | 1.035280 | 0.895258 | 0.581057 | 1.590329 | 1.707582 | 1.931236 | MENINGIOMA |
| 6 | 0.751663 | 0.471945 | 0.407060 | 0.319156 | 0.188934 | 0.382946 | 0.599745 | 0.523332 | 0.523129 | 1.045686 | 1.005061 | 0.772632 | 2.762256 | 2.901236 | 1.461610 | MENINGIOMA |
| 7 | 0.706267 | 0.889246 | 1.228831 | 1.122382 | 0.577729 | 1.434451 | 1.656372 | 0.750681 | 0.648297 | 3.091327 | 3.024088 | 0.482476 | 0.450429 | 0.359790 | 0.495083 | MENINGIOMA |
| 8 | 1.976931 | 1.128507 | 1.140527 | 1.052587 | 0.832632 | 1.347169 | 1.486734 | 1.070785 | 0.762120 | 1.856489 | 1.802872 | 0.200764 | 1.451015 | 1.530693 | 1.199146 | MENINGIOMA |
| 9 | 0.233681 | 0.127233 | 0.193977 | 0.164908 | -0.013681 | 0.353854 | 0.518021 | 0.103567 | 0.311369 | 1.150619 | 1.007741 | 1.376807 | 3.247472 | 3.254591 | 1.667212 | MENINGIOMA |
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 81 | 1.541667 | 1.746426 | 0.988238 | 1.043108 | 1.380706 | 2.027793 | 1.800548 | 1.187992 | 1.219564 | 1.148468 | 1.023535 | 0.810642 | 0.465243 | 0.450839 | 0.408156 | GLIOBLASTOMA |
| 82 | 0.842705 | 1.097248 | 0.926840 | 0.958206 | 0.985719 | 1.114540 | 1.136119 | 0.954578 | 1.100666 | 1.170980 | 1.096484 | 0.693064 | 0.744020 | 0.692461 | 0.663164 | GLIOBLASTOMA |
| 83 | 1.134058 | 1.744470 | 0.981656 | 0.786750 | 0.701711 | 0.937421 | 1.137797 | 0.873936 | 0.583560 | 2.006176 | 2.068447 | 0.852484 | 1.240350 | 1.387585 | 1.088888 | GLIOBLASTOMA |
| 84 | 1.541667 | 1.746426 | 0.988238 | 1.043108 | 1.380706 | 2.027793 | 1.800548 | 1.187992 | 1.219564 | 1.148468 | 1.023535 | 0.810642 | 0.465243 | 0.450839 | 0.408156 | GLIOBLASTOMA |
| 85 | 1.893777 | 1.870308 | 0.682388 | 0.722737 | 0.781110 | 1.368302 | 1.228947 | 0.679890 | 1.260307 | 1.473370 | 1.394882 | 0.918050 | 1.435424 | 1.278439 | 0.571494 | GLIOBLASTOMA |
| 86 | 1.146621 | 1.952639 | 1.240700 | 1.216044 | 0.873140 | 1.341280 | 1.344396 | 0.566293 | 0.714166 | 2.140718 | 2.027257 | 0.735564 | 0.975908 | 1.080736 | 0.984968 | GLIOBLASTOMA |
| 87 | 1.304585 | 1.048878 | 1.456252 | 1.391773 | 0.716365 | 1.224394 | 1.465654 | 1.349410 | 0.868388 | 2.699551 | 2.731945 | 0.795505 | 0.725981 | 0.700257 | 0.622597 | GLIOBLASTOMA |
| 88 | 1.648198 | 1.965646 | 0.913688 | 0.925384 | 1.040036 | 1.344963 | 1.313133 | 0.635587 | 0.974705 | 1.477950 | 1.421918 | 0.643054 | 1.233130 | 1.254060 | 1.052289 | GLIOBLASTOMA |
| 89 | 0.524946 | 0.711819 | 0.459294 | 0.450123 | 0.532891 | 0.464126 | 0.539442 | 0.431146 | 0.263541 | 1.087815 | 1.003663 | 0.888594 | 2.263318 | 2.392848 | 2.219673 | GLIOBLASTOMA |
| 90 | 1.162867 | 2.197796 | 0.933719 | 0.903978 | 0.862433 | 2.357651 | 2.443410 | 0.568944 | 1.010334 | 1.096059 | 1.055041 | 0.912258 | 0.862538 | 0.751915 | 0.636022 | GLIOBLASTOMA |
Most frequently occurring
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.344731 | 1.592676 | 0.821568 | 0.778104 | 0.916501 | 1.701833 | 1.480288 | 0.738060 | 0.892713 | 1.956374 | 1.821805 | 1.009182 | 1.037175 | 1.037140 | 0.930307 | GLIOBLASTOMA | 2 |
| 1 | 1.452870 | 1.152910 | 0.647735 | 0.622494 | 0.648020 | 0.826787 | 0.797439 | 0.695269 | 0.850328 | 0.910488 | 0.914841 | 1.805095 | 2.156737 | 2.152553 | 1.081571 | MENINGIOMA | 2 |
| 2 | 1.541667 | 1.746426 | 0.988238 | 1.043108 | 1.380706 | 2.027793 | 1.800548 | 1.187992 | 1.219564 | 1.148468 | 1.023535 | 0.810642 | 0.465243 | 0.450839 | 0.408156 | GLIOBLASTOMA | 2 |